New Operating Systems for the Physical World

Market Scope & Problem:

• 80% of the global workforce operates outside traditional desk environments.
• Software for the physical world (construction, maintenance, fleet operations) has remained stagnant for over 20 years, limited to dispatching, tracking, asset management, and billing.
• Current operating systems are architecturally incapable of managing the convergence of three distinct worker types.

Emerging Workforce Triad:

• AI Agents: Capable of quoting complex work and scheduling teams autonomously.
• Robots: Being deployed in field operations for the first time.
• Human Workers: Increasingly utilizing wearables to record job activities in real-time.

Strategic Shift in Value Proposition:

• Incumbent Model: Charges for human coordination and visibility via dashboards.
• New Model Focus: Manages human and robot labor as a unified entity within a single operating system.
• Economic Leverage: Target industries spend 10 to 100 times more on labor than on software, creating a massive upgrade opportunity.

Key Operational Challenges & Opportunities:

• Defining job workflows across mixed teams of agents, robots, and humans.
• Establishing safety protocols for humans and robots working side-by-side.
• Developing new metrics to measure system reliability in heterogeneous environments.

Data Moat & Forward-Looking Advantage:

• New systems will record all work as it physically happens, creating end-to-end data capture.
• Current frontier models, robotic startups, and software incumbents lack this specific continuous, real-world data infrastructure.
• This data advantage is positioned to enable superior AI training and operational optimization compared to existing solutions.